{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-8498cb9f848d603e", "name": "Possibly dead Python function: add_many", "shortDescription": {"text": "Possibly dead Python function: add_many"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2fcb713bb633885b", "name": "Possibly dead Python function: headline", "shortDescription": {"text": "Possibly dead Python function: headline"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3fb9e7886590d221", "name": "Possibly dead Python function: page_count", "shortDescription": {"text": "Possibly dead Python function: page_count"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-972048f78921cd6f", "name": "Possibly dead Python function: parse_file", "shortDescription": {"text": "Possibly dead Python function: parse_file"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2824e8ed8f2af3c2", "name": "Possibly dead Python function: repl", "shortDescription": {"text": "Possibly dead Python function: repl"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bbfbc8deae43af47", "name": "Possibly dead Python function: transcribe_youtube", "shortDescription": {"text": "Possibly dead Python function: transcribe_youtube"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-895b1b8e199e4c8e", "name": "Possibly dead Python function: fetch_full_text", "shortDescription": {"text": "Possibly dead Python function: fetch_full_text"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3317f3aecb3ae2a2", "name": "Possibly dead Python function: recent_filings", "shortDescription": {"text": "Possibly dead Python function: recent_filings"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1ac09de54cc61aeb", "name": "Possibly dead Python function: company_facts", "shortDescription": {"text": "Possibly dead Python function: company_facts"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c4376ec1483c0f3e", "name": "Possibly dead Python function: fetch_founder", "shortDescription": {"text": "Possibly dead Python function: fetch_founder"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 30 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9d79c4077342a7d0", "name": "Runtime service client appears to use placeholder configuration", "shortDescription": {"text": "Runtime service client appears to use placeholder configuration"}, "fullDescription": {"text": "A runtime source file appears to wire Supabase/Firebase/AI/payment-style clients to placeholder URLs, keys, or fallback values. In the Fable corpus this often means the UI/API shape is present while the backend service is not actually configured."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-83b0c326ae6ee1a2", "name": "Commented-code block (6 lines) in tests/test_report_template.py:49", "shortDescription": {"text": "Commented-code block (6 lines) in tests/test_report_template.py:49"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-46fc671bdc7aaa74", "name": "Legacy-named symbol `rest_v1` in scripts/build_unicorn_corpus.py:369", "shortDescription": {"text": "Legacy-named symbol `rest_v1` in scripts/build_unicorn_corpus.py:369"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f0d1b2f138c9afc1", "name": "Commented-code block (10 lines) in scripts/build_unicorn_corpus.py:283", "shortDescription": {"text": "Commented-code block (10 lines) in scripts/build_unicorn_corpus.py:283"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-8e83c94ce42d878b", "name": "Commented-code block (5 lines) in src/dd_agent/orchestrator.py:234", "shortDescription": {"text": "Commented-code block (5 lines) in src/dd_agent/orchestrator.py:234"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-94ffb67d55dd04b8", "name": "Legacy-named symbol `_discover_legacy` in src/dd_agent/data_sources/funding_rounds.py:78", "shortDescription": {"text": "Legacy-named symbol `_discover_legacy` in src/dd_agent/data_sources/funding_rounds.py:78"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f3102fd94b871158", "name": "Commented-code block (6 lines) in src/dd_agent/data_sources/search.py:104", "shortDescription": {"text": "Commented-code block (6 lines) in src/dd_agent/data_sources/search.py:104"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-c1e8d3747d64235e", "name": "Legacy-named symbol `rest_v1` in src/dd_agent/data_sources/founder_photo.py:459", "shortDescription": {"text": "Legacy-named symbol `rest_v1` in src/dd_agent/data_sources/founder_photo.py:459"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-aca4590e207cfc8a", "name": "Commented-code block (6 lines) in src/dd_agent/data_sources/founder_photo.py:87", "shortDescription": {"text": "Commented-code block (6 lines) in src/dd_agent/data_sources/founder_photo.py:87"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-af022f937dd5b7fd", "name": "9 env vars used in code but missing from .env.example", "shortDescription": {"text": "9 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `DD_BUILD_CONCURRENCY`, `DD_CODEX_SEARCH_TIMEOUT`, `DD_CODEX_TIMEOUT`, `DD_DECK_MAX_SLIDES`, `DD_OPENCLAW_MEDIA_DIR`, `DD_PIPELINE_DEADLINE_S`, `DD_SEARCH_PREFERRED`, `GITHUB_TOKEN` + 1 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/build_unicorn_corpus.py:main_async, scripts/build_unicorn_corpus.py:main\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-be46ea126aa5d8dc", "name": "Near-duplicate function bodies in 3 places", "shortDescription": {"text": "Near-duplicate function bodies in 3 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nsrc/dd_agent/modules/founders.py:one, src/dd_agent/modules/founders.py:one, src/dd_agent/modules/founders.py:one\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/19224"}, "properties": {"repository": "Semenka/DD", "repoUrl": "https://github.com/Semenka/DD", "branch": "main"}, "results": [{"ruleId": "scanner-8498cb9f848d603e", "level": "note", "message": {"text": "Possibly dead Python function: add_many"}, "properties": {"repobilityId": "91905fc19df29f19", "scanner": "scanner-primary", "fingerprint": "8498cb9f848d603e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/citations.py:39"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-2fcb713bb633885b", "level": "note", "message": {"text": "Possibly dead Python function: headline"}, "properties": {"repobilityId": "6e5a4e4f87f0b7c2", "scanner": "scanner-primary", "fingerprint": "2fcb713bb633885b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/context.py:125"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3fb9e7886590d221", "level": "note", "message": {"text": "Possibly dead Python function: page_count"}, "properties": {"repobilityId": "cb62e3a90a4b3cd5", "scanner": "scanner-primary", "fingerprint": "3fb9e7886590d221", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/ingestion/pdf.py:42"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-972048f78921cd6f", "level": "note", "message": {"text": "Possibly dead Python function: parse_file"}, "properties": {"repobilityId": "5bd5d78f3c5a40c4", "scanner": "scanner-primary", "fingerprint": "972048f78921cd6f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/ingestion/clipper.py:70"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-2824e8ed8f2af3c2", "level": "note", "message": {"text": "Possibly dead Python function: repl"}, "properties": {"repobilityId": "6f5d3779bbb8be8b", "scanner": "scanner-primary", "fingerprint": "2824e8ed8f2af3c2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/modules/_llm.py:263"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-bbfbc8deae43af47", "level": "note", "message": {"text": "Possibly dead Python function: transcribe_youtube"}, "properties": {"repobilityId": "61dad5a32a0b5480", "scanner": "scanner-primary", "fingerprint": "bbfbc8deae43af47", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/data_sources/social.py:111"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-895b1b8e199e4c8e", "level": "note", "message": {"text": "Possibly dead Python function: fetch_full_text"}, "properties": {"repobilityId": "427d0f74573d1f9a", "scanner": "scanner-primary", "fingerprint": "895b1b8e199e4c8e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/data_sources/social.py:160"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3317f3aecb3ae2a2", "level": "note", "message": {"text": "Possibly dead Python function: recent_filings"}, "properties": {"repobilityId": "c015b1abce5faf95", "scanner": "scanner-primary", "fingerprint": "3317f3aecb3ae2a2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/data_sources/edgar.py:48"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1ac09de54cc61aeb", "level": "note", "message": {"text": "Possibly dead Python function: company_facts"}, "properties": {"repobilityId": "7c6e563ee57e93cf", "scanner": "scanner-primary", "fingerprint": "1ac09de54cc61aeb", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/data_sources/edgar.py:77"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-c4376ec1483c0f3e", "level": "note", "message": {"text": "Possibly dead Python function: fetch_founder"}, "properties": {"repobilityId": "8cbd3588396c6328", "scanner": "scanner-primary", "fingerprint": "c4376ec1483c0f3e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/dd_agent/data_sources/github.py:39"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "b9a2ba06bcc61724", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "9ca8fe803e12502d", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-9d79c4077342a7d0", "level": "warning", "message": {"text": "Runtime service client appears to use placeholder configuration"}, "properties": {"repobilityId": "ccffc48bf0751dc0", "scanner": "scanner-primary", "fingerprint": "9d79c4077342a7d0", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "runtime-config", "service-client", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "c403efba084a8e62", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "009a33824c39d400", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "2790efde96a909d9", "scanner": 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